Smart Grid Data Mining and Visualization

被引:0
作者
Zhou, Yingyao [1 ]
Li, Ping [4 ]
Xiao, Yuning [2 ]
Masood, Anum [3 ,5 ]
Yu, Qichen [6 ]
Sheng, Bin [2 ,3 ]
机构
[1] China Southern Power Grid, Informat Dept, Guangzhou, Peoples R China
[2] Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai, Peoples R China
[3] Chinese Acad Sci, State Key Lab Comp Sci, Inst Software, Beijing, Peoples R China
[4] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China
[5] COMSATS Inst Informat Technol, Dept Comp Sci, Wah Cantt, Pakistan
[6] Shanghai Jiao Tong Univ, Dept Elect Engn & Automat, Shanghai, Peoples R China
来源
PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), VOL 1 | 2016年
基金
中国国家自然科学基金;
关键词
smart grid; data mining; visualization; geographic information systems; distributed computing;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The power industry innovation has increasingly become a top concern for current reforms. Power systems feature scattered data storage, incapable data analysis ability, poor computing capability, and ineffective interaction interface. To resolve these issues, we need multiple data mining techniques to extract information for analytical capacity improvement. Secondly, we need visualization techniques to analyze and optimize interaction. Lastly, we need distributed technologies for unified data management to increase computing capability and system scalability. Considering China's smart grid information, this paper proposes solutions to problems, such as the existing underdeveloped power management systems, a lack of automation methods, low data visualization, and poor data management. The electric power industry has functional requirements for this research. Based on existing data mining, visualization and understanding of distributed technologies, we discussed the functions of each part of the implementation in a smart grid management system: the data mining module, visualization module and data management module.
引用
收藏
页码:536 / 540
页数:5
相关论文
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